{"id":"https://openalex.org/W2750212574","doi":"https://doi.org/10.1109/tmc.2017.2742949","title":"Wireless Resource Scheduling in Virtualized Radio Access Networks Using Stochastic Learning","display_name":"Wireless Resource Scheduling in Virtualized Radio Access Networks Using Stochastic Learning","publication_year":2017,"publication_date":"2017-08-22","ids":{"openalex":"https://openalex.org/W2750212574","doi":"https://doi.org/10.1109/tmc.2017.2742949","mag":"2750212574"},"language":"en","primary_location":{"id":"doi:10.1109/tmc.2017.2742949","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tmc.2017.2742949","pdf_url":null,"source":{"id":"https://openalex.org/S69141925","display_name":"IEEE Transactions on Mobile Computing","issn_l":"1536-1233","issn":["1536-1233","1558-0660","2161-9875"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320439","host_organization_name":"IEEE Computer Society","host_organization_lineage":["https://openalex.org/P4310320439","https://openalex.org/P4310319808"],"host_organization_lineage_names":["IEEE Computer Society","Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Mobile Computing","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5108021189","display_name":"Xianfu Chen","orcid":"https://orcid.org/0000-0002-5485-4955"},"institutions":[{"id":"https://openalex.org/I87653560","display_name":"VTT Technical Research Centre of Finland","ror":"https://ror.org/04b181w54","country_code":"FI","type":"nonprofit","lineage":["https://openalex.org/I4210089493","https://openalex.org/I87653560"]}],"countries":["FI"],"is_corresponding":false,"raw_author_name":"Xianfu Chen","raw_affiliation_strings":["VTT Technical Research Centre of Finland Ltd, Oulu, Finland"],"raw_orcid":"https://orcid.org/0000-0002-5485-4955","affiliations":[{"raw_affiliation_string":"VTT Technical Research Centre of Finland Ltd, Oulu, Finland","institution_ids":["https://openalex.org/I87653560"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5063667378","display_name":"Zhu Han","orcid":"https://orcid.org/0000-0002-6606-5822"},"institutions":[{"id":"https://openalex.org/I35928602","display_name":"Kyung Hee University","ror":"https://ror.org/01zqcg218","country_code":"KR","type":"education","lineage":["https://openalex.org/I35928602"]},{"id":"https://openalex.org/I44461941","display_name":"University of Houston","ror":"https://ror.org/048sx0r50","country_code":"US","type":"education","lineage":["https://openalex.org/I44461941"]}],"countries":["KR","US"],"is_corresponding":false,"raw_author_name":"Zhu Han","raw_affiliation_strings":["Department of Computer Science and Engineering, Kyung Hee University, Seoul, South Korea","Department of Electrical and Computer Engineering and the Department of Computer Science, University of Houston, Houston, TX"],"raw_orcid":"https://orcid.org/0000-0002-6606-5822","affiliations":[{"raw_affiliation_string":"Department of Computer Science and Engineering, Kyung Hee University, Seoul, South Korea","institution_ids":["https://openalex.org/I35928602"]},{"raw_affiliation_string":"Department of Electrical and Computer Engineering and the Department of Computer Science, University of Houston, Houston, TX","institution_ids":["https://openalex.org/I44461941"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100626780","display_name":"Honggang Zhang","orcid":"https://orcid.org/0000-0003-1492-1364"},"institutions":[{"id":"https://openalex.org/I76130692","display_name":"Zhejiang University","ror":"https://ror.org/00a2xv884","country_code":"CN","type":"education","lineage":["https://openalex.org/I76130692"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Honggang Zhang","raw_affiliation_strings":["College of Information Science and Electronic Engineering, Zhejiang University, Hangzhou, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Information Science and Electronic Engineering, Zhejiang University, Hangzhou, China","institution_ids":["https://openalex.org/I76130692"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5026230689","display_name":"Guoliang Xue","orcid":"https://orcid.org/0000-0002-5833-8894"},"institutions":[{"id":"https://openalex.org/I55732556","display_name":"Arizona State University","ror":"https://ror.org/03efmqc40","country_code":"US","type":"education","lineage":["https://openalex.org/I55732556"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Guoliang Xue","raw_affiliation_strings":["Ira A. Fulton Schools of Engineering, Arizona State University, Tempe, AZ"],"raw_orcid":"https://orcid.org/0000-0002-5833-8894","affiliations":[{"raw_affiliation_string":"Ira A. Fulton Schools of Engineering, Arizona State University, Tempe, AZ","institution_ids":["https://openalex.org/I55732556"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5005718231","display_name":"Yong Xiao","orcid":"https://orcid.org/0000-0002-6459-7649"},"institutions":[{"id":"https://openalex.org/I138006243","display_name":"University of Arizona","ror":"https://ror.org/03m2x1q45","country_code":"US","type":"education","lineage":["https://openalex.org/I138006243"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Yong Xiao","raw_affiliation_strings":["Department of Electrical and Computer Engineering, University of Arizona, Tucson, AZ"],"raw_orcid":"https://orcid.org/0000-0002-6459-7649","affiliations":[{"raw_affiliation_string":"Department of Electrical and Computer Engineering, University of Arizona, Tucson, AZ","institution_ids":["https://openalex.org/I138006243"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5061429095","display_name":"Mehdi Bennis","orcid":"https://orcid.org/0000-0003-0261-0171"},"institutions":[{"id":"https://openalex.org/I98381234","display_name":"University of Oulu","ror":"https://ror.org/03yj89h83","country_code":"FI","type":"education","lineage":["https://openalex.org/I98381234"]}],"countries":["FI"],"is_corresponding":false,"raw_author_name":"Mehdi Bennis","raw_affiliation_strings":["Centre for Wireless Communications, University of Oulu, Oulu, Finland"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Centre for Wireless Communications, University of Oulu, Oulu, Finland","institution_ids":["https://openalex.org/I98381234"]}]}],"institutions":[],"countries_distinct_count":4,"institutions_distinct_count":7,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":6.477,"has_fulltext":false,"cited_by_count":63,"citation_normalized_percentile":{"value":0.97183831,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":94,"max":100},"biblio":{"volume":"17","issue":"4","first_page":"961","last_page":"974"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10148","display_name":"Advanced MIMO Systems Optimization","score":1.0,"subfield":{"id":"https://openalex.org/subfields/2208","display_name":"Electrical and Electronic Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T10148","display_name":"Advanced MIMO Systems Optimization","score":1.0,"subfield":{"id":"https://openalex.org/subfields/2208","display_name":"Electrical and Electronic Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11409","display_name":"Advanced Wireless Network Optimization","score":0.9998999834060669,"subfield":{"id":"https://openalex.org/subfields/2208","display_name":"Electrical and Electronic Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11158","display_name":"Wireless Networks and Protocols","score":0.9995999932289124,"subfield":{"id":"https://openalex.org/subfields/1705","display_name":"Computer Networks and Communications"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.8218728303909302},{"id":"https://openalex.org/keywords/markov-decision-process","display_name":"Markov decision process","score":0.6800477504730225},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.6324978470802307},{"id":"https://openalex.org/keywords/scheduling","display_name":"Scheduling (production processes)","score":0.5047653913497925},{"id":"https://openalex.org/keywords/wireless-network","display_name":"Wireless network","score":0.4829965829849243},{"id":"https://openalex.org/keywords/markov-process","display_name":"Markov process","score":0.4648951590061188},{"id":"https://openalex.org/keywords/base-station","display_name":"Base station","score":0.45711612701416016},{"id":"https://openalex.org/keywords/stochastic-game","display_name":"Stochastic game","score":0.45307183265686035},{"id":"https://openalex.org/keywords/wireless","display_name":"Wireless","score":0.44031789898872375},{"id":"https://openalex.org/keywords/network-packet","display_name":"Network packet","score":0.42804309725761414},{"id":"https://openalex.org/keywords/reinforcement-learning","display_name":"Reinforcement learning","score":0.4194730818271637},{"id":"https://openalex.org/keywords/bidding","display_name":"Bidding","score":0.4167407751083374},{"id":"https://openalex.org/keywords/network-virtualization","display_name":"Network virtualization","score":0.4154578447341919},{"id":"https://openalex.org/keywords/virtualization","display_name":"Virtualization","score":0.3635350167751312},{"id":"https://openalex.org/keywords/mathematical-optimization","display_name":"Mathematical optimization","score":0.23867285251617432},{"id":"https://openalex.org/keywords/cloud-computing","display_name":"Cloud computing","score":0.23854205012321472}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8218728303909302},{"id":"https://openalex.org/C106189395","wikidata":"https://www.wikidata.org/wiki/Q176789","display_name":"Markov decision process","level":3,"score":0.6800477504730225},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.6324978470802307},{"id":"https://openalex.org/C206729178","wikidata":"https://www.wikidata.org/wiki/Q2271896","display_name":"Scheduling (production processes)","level":2,"score":0.5047653913497925},{"id":"https://openalex.org/C108037233","wikidata":"https://www.wikidata.org/wiki/Q11375","display_name":"Wireless network","level":3,"score":0.4829965829849243},{"id":"https://openalex.org/C159886148","wikidata":"https://www.wikidata.org/wiki/Q176645","display_name":"Markov process","level":2,"score":0.4648951590061188},{"id":"https://openalex.org/C68649174","wikidata":"https://www.wikidata.org/wiki/Q1379116","display_name":"Base station","level":2,"score":0.45711612701416016},{"id":"https://openalex.org/C22171661","wikidata":"https://www.wikidata.org/wiki/Q1074380","display_name":"Stochastic game","level":2,"score":0.45307183265686035},{"id":"https://openalex.org/C555944384","wikidata":"https://www.wikidata.org/wiki/Q249","display_name":"Wireless","level":2,"score":0.44031789898872375},{"id":"https://openalex.org/C158379750","wikidata":"https://www.wikidata.org/wiki/Q214111","display_name":"Network packet","level":2,"score":0.42804309725761414},{"id":"https://openalex.org/C97541855","wikidata":"https://www.wikidata.org/wiki/Q830687","display_name":"Reinforcement learning","level":2,"score":0.4194730818271637},{"id":"https://openalex.org/C9233905","wikidata":"https://www.wikidata.org/wiki/Q3276328","display_name":"Bidding","level":2,"score":0.4167407751083374},{"id":"https://openalex.org/C2779898492","wikidata":"https://www.wikidata.org/wiki/Q4112081","display_name":"Network virtualization","level":4,"score":0.4154578447341919},{"id":"https://openalex.org/C513985346","wikidata":"https://www.wikidata.org/wiki/Q270471","display_name":"Virtualization","level":3,"score":0.3635350167751312},{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.23867285251617432},{"id":"https://openalex.org/C79974875","wikidata":"https://www.wikidata.org/wiki/Q483639","display_name":"Cloud computing","level":2,"score":0.23854205012321472},{"id":"https://openalex.org/C144237770","wikidata":"https://www.wikidata.org/wiki/Q747534","display_name":"Mathematical economics","level":1,"score":0.0},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.0},{"id":"https://openalex.org/C162853370","wikidata":"https://www.wikidata.org/wiki/Q39809","display_name":"Marketing","level":1,"score":0.0},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.0},{"id":"https://openalex.org/C144133560","wikidata":"https://www.wikidata.org/wiki/Q4830453","display_name":"Business","level":0,"score":0.0},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/tmc.2017.2742949","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tmc.2017.2742949","pdf_url":null,"source":{"id":"https://openalex.org/S69141925","display_name":"IEEE Transactions on Mobile Computing","issn_l":"1536-1233","issn":["1536-1233","1558-0660","2161-9875"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320439","host_organization_name":"IEEE Computer Society","host_organization_lineage":["https://openalex.org/P4310320439","https://openalex.org/P4310319808"],"host_organization_lineage_names":["IEEE Computer Society","Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Mobile Computing","raw_type":"journal-article"},{"id":"pmh:oai:oulu.fi:nbnfi-fe2018080833508","is_oa":false,"landing_page_url":"http://urn.fi/urn:nbn:fi-fe2018080833508","pdf_url":null,"source":{"id":"https://openalex.org/S4306400284","display_name":"University of Oulu Repository (University of Oulu)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I98381234","host_organization_name":"University of Oulu","host_organization_lineage":["https://openalex.org/I98381234"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"info:eu-repo/semantics/article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/16","score":0.4099999964237213,"display_name":"Peace, Justice and strong institutions"}],"awards":[{"id":"https://openalex.org/G5432437706","display_name":null,"funder_award_id":"2364/31/2014","funder_id":"https://openalex.org/F4320321855","funder_display_name":"Tekes"},{"id":"https://openalex.org/G621994302","display_name":null,"funder_award_id":"2368/31/2014","funder_id":"https://openalex.org/F4320321855","funder_display_name":"Tekes"}],"funders":[{"id":"https://openalex.org/F4320321855","display_name":"Tekes","ror":"https://ror.org/02ag8cq23"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":45,"referenced_works":["https://openalex.org/W1503118200","https://openalex.org/W1512056429","https://openalex.org/W1539925810","https://openalex.org/W1554956999","https://openalex.org/W1847992018","https://openalex.org/W1907356258","https://openalex.org/W1972770660","https://openalex.org/W1976085350","https://openalex.org/W1978645034","https://openalex.org/W2027364406","https://openalex.org/W2035335961","https://openalex.org/W2039089261","https://openalex.org/W2044069028","https://openalex.org/W2059062947","https://openalex.org/W2066637077","https://openalex.org/W2069841875","https://openalex.org/W2080555506","https://openalex.org/W2082935935","https://openalex.org/W2087734489","https://openalex.org/W2106247775","https://openalex.org/W2110621360","https://openalex.org/W2121863487","https://openalex.org/W2129543395","https://openalex.org/W2132900772","https://openalex.org/W2137655008","https://openalex.org/W2138717292","https://openalex.org/W2142477559","https://openalex.org/W2146678500","https://openalex.org/W2147750403","https://openalex.org/W2154724337","https://openalex.org/W2155593733","https://openalex.org/W2161044775","https://openalex.org/W2169982856","https://openalex.org/W2290635459","https://openalex.org/W2438279438","https://openalex.org/W2468354762","https://openalex.org/W2498839538","https://openalex.org/W2505491831","https://openalex.org/W3100374810","https://openalex.org/W4214717370","https://openalex.org/W4233696721","https://openalex.org/W6629873189","https://openalex.org/W6638676666","https://openalex.org/W6639734652","https://openalex.org/W6719911377"],"related_works":["https://openalex.org/W2461440407","https://openalex.org/W2317094215","https://openalex.org/W2947277503","https://openalex.org/W112648010","https://openalex.org/W2472051997","https://openalex.org/W2038957884","https://openalex.org/W206565998","https://openalex.org/W2122873612","https://openalex.org/W4297209929","https://openalex.org/W2111213071"],"abstract_inverted_index":{"How":[0],"to":[1,61,85,182],"allocate":[2],"the":[3,21,37,40,51,56,62,78,87,94,101,113,118,126,155,164,184],"limited":[4],"wireless":[5,41],"resource":[6],"in":[7,194],"dense":[8],"radio":[9],"access":[10],"networks":[11],"(RANs)":[12],"remains":[13],"challenging.":[14],"By":[15],"leveraging":[16],"a":[17,29,47,97,109,148,167],"software-defined":[18],"control":[19,119],"plane,":[20],"independent":[22],"base":[23],"stations":[24],"(BSs)":[25],"are":[26],"virtualized":[27,48],"as":[28,96,147],"centralized":[30],"network":[31,116],"controller":[32],"(CNC).":[33],"Such":[34],"virtualization":[35],"decouples":[36],"CNC":[38,52],"from":[39,69,82],"service":[42],"providers":[43],"(WSPs).":[44],"We":[45,92],"investigate":[46],"RAN,":[49],"where":[50,100],"auctions":[53],"channels":[54,84],"at":[55,76],"beginning":[57],"of":[58,108,115,121,142,169,196],"scheduling":[59,106],"slots":[60],"mobile":[63],"terminals":[64],"(MTs)":[65],"based":[66],"on":[67,112],"bids":[68],"their":[70],"subscribing":[71],"WSPs.":[72],"Each":[73],"WSP":[74,110,144],"aims":[75],"maximizing":[77],"expected":[79],"long-term":[80],"payoff":[81],"bidding":[83],"satisfy":[86],"MTs":[88],"for":[89],"transmitting":[90],"packets.":[91],"formulate":[93],"problem":[95],"stochastic":[98,131],"game,":[99],"channel":[102],"auction":[103],"and":[104,117,158,176],"packet":[105],"decisions":[107],"depend":[111],"state":[114,174,185],"policies":[120],"its":[122],"competitors.":[123],"To":[124,153],"approach":[125],"equilibrium":[127],"solution,":[128],"an":[129,178],"abstract":[130],"game":[132],"is":[133,145],"proposed":[134],"with":[135,172],"bounded":[136],"regret.":[137],"The":[138],"decision":[139,150],"making":[140],"process":[141,151],"each":[143],"modeled":[146],"Markov":[149],"(MDP).":[152],"address":[154],"signalling":[156],"overhead":[157],"computational":[159],"complexity":[160],"issues,":[161],"we":[162],"decompose":[163],"MDP":[165],"into":[166],"series":[168],"single-agent":[170],"MDPs":[171],"reduced":[173],"spaces,":[175],"derive":[177],"online":[179],"localized":[180],"algorithm":[181],"learn":[183],"value":[186],"functions.":[187],"Our":[188],"results":[189],"show":[190],"significant":[191],"performance":[192],"improvements":[193],"terms":[195],"per-MT":[197],"average":[198],"utility.":[199]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2024,"cited_by_count":2},{"year":2023,"cited_by_count":3},{"year":2022,"cited_by_count":5},{"year":2021,"cited_by_count":6},{"year":2020,"cited_by_count":19},{"year":2019,"cited_by_count":13},{"year":2018,"cited_by_count":14}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
